Developed a Cloudscraper-based solution for the Kometa-Team/Kometa repository to enhance the reliability of Letterboxd API data retrieval by bypassing Cloudflare protections. Focused on backend development using Python, the work introduced robust error handling and structured logging to improve both debugging processes and user feedback. By implementing this feature, the integration with Letterboxd became more resilient, reducing data fetch failures and minimizing support overhead. The approach emphasized API integration and observability, ensuring that issues could be identified and addressed efficiently. This targeted engineering effort addressed a specific reliability challenge and contributed to a more stable and maintainable backend system.